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arxiv_agent_systems_research · Nov 12, 2026 · paper
arxiv.orgNov 12, 2026
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In brief
When a tool-using LLM agent team violates policy, aggregate outcomes do not reveal whether an upstream message changed the executor's action. We introduce SwarmSafe-Delta, a paired executable protocol that freezes upstream computation, varies real, hidden, and format-matched plac